DeepAI
Log In Sign Up

Federated Learning in Smart Cities: A Comprehensive Survey

02/02/2021
by   Zhaohua Zheng, et al.
0

Federated learning plays an important role in the process of smart cities. With the development of big data and artificial intelligence, there is a problem of data privacy protection in this process. Federated learning is capable of solving this problem. This paper starts with the current developments of federated learning and its applications in various fields. We conduct a comprehensive investigation. This paper summarize the latest research on the application of federated learning in various fields of smart cities. In-depth understanding of the current development of federated learning from the Internet of Things, transportation, communications, finance, medical and other fields. Before that, we introduce the background, definition and key technologies of federated learning. Further more, we review the key technologies and the latest results. Finally, we discuss the future applications and research directions of federated learning in smart cities.

READ FULL TEXT
08/12/2020

Dispersed Federated Learning: Vision, Taxonomy, and Future Directions

The ongoing deployment of the Internet of Things (IoT)-based smart appli...
02/19/2021

Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems

With the incoming introduction of 5G networks and the advancement in tec...
01/25/2021

Adaptive Scheduling for Machine Learning Tasks over Networks

A key functionality of emerging connected autonomous systems such as sma...
03/06/2021

Linear Regression over Networks with Communication Guarantees

A key functionality of emerging connected autonomous systems such as sma...
02/25/2021

Blockchained Federated Learning for Threat Defense

Given the increasing complexity of threats in smart cities, the changing...
09/26/2022

FaRO 2: an Open Source, Configurable Smart City Framework for Real-Time Distributed Vision and Biometric Systems

Recent global growth in the interest of smart cities has led to trillion...